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血液代谢物与糖尿病视网膜病变之间的因果关系:两样本孟德尔随机化研究。

Causal relationships between blood metabolites and diabetic retinopathy: a two-sample Mendelian randomization study.

机构信息

The Affiliated Eye Hospital, Nanjing Medical University, Nanjing, Jiangsu, China.

The Fourth School of Clinical Medicine, Nanjing Medical University, Nanjing, Jiangsu, China.

出版信息

Front Endocrinol (Lausanne). 2024 May 1;15:1383035. doi: 10.3389/fendo.2024.1383035. eCollection 2024.

Abstract

BACKGROUND

Diabetic retinopathy (DR) is a microvascular complication of diabetes, severely affecting patients' vision and even leading to blindness. The development of DR is influenced by metabolic disturbance and genetic factors, including gene polymorphisms. The research aimed to uncover the causal relationships between blood metabolites and DR.

METHODS

The two-sample mendelian randomization (MR) analysis was employed to estimate the causality of blood metabolites on DR. The genetic variables for exposure were obtained from the genome-wide association study (GWAS) dataset of 486 blood metabolites, while the genetic predictors for outcomes including all-stage DR (All DR), non-proliferative DR (NPDR) and proliferative DR (PDR) were derived from the FinnGen database. The primary analysis employed inverse variance weighted (IVW) method, and supplementary analyses were performed using MR-Egger, weighted median (WM), simple mode and weighted mode methods. Additionally, MR-Egger intercept test, Cochran's test, and leave-one-out analysis were also conducted to guarantee the accuracy and robustness of the results. Subsequently, we replicated the MR analysis using three additional datasets from the FinnGen database and conducted a meta-analysis to determine blood metabolites associated with DR. Finally, reverse MR analysis and metabolic pathway analysis were performed.

RESULTS

The study identified 13 blood metabolites associated with All DR, 9 blood metabolites associated with NPDR and 12 blood metabolites associated with PDR. In summary, a total of 21 blood metabolites were identified as having potential causal relationships with DR. Additionally, we identified 4 metabolic pathways that are related to DR.

CONCLUSION

The research revealed a number of blood metabolites and metabolic pathways that are causally associated with DR, which holds significant importance for screening and prevention of DR. However, it is noteworthy that these causal relationships should be validated in larger cohorts and experiments.

摘要

背景

糖尿病视网膜病变(DR)是糖尿病的一种微血管并发症,严重影响患者的视力,甚至导致失明。DR 的发生发展受代谢紊乱和遗传因素的影响,包括基因多态性。本研究旨在揭示血液代谢物与 DR 之间的因果关系。

方法

采用两样本孟德尔随机化(MR)分析方法估计血液代谢物对 DR 的因果关系。暴露的遗传变量来自 486 种血液代谢物的全基因组关联研究(GWAS)数据集,而结局的遗传预测因子包括所有阶段的 DR(All DR)、非增生性 DR(NPDR)和增生性 DR(PDR),则来源于 FinnGen 数据库。主要分析采用逆方差加权(IVW)法,补充分析采用 MR-Egger、加权中位数(WM)、简单模式和加权模式法。此外,还进行了 MR-Egger 截距检验、Cochran's 检验和逐一剔除分析,以保证结果的准确性和稳健性。随后,我们使用 FinnGen 数据库中的另外三个数据集复制了 MR 分析,并进行了荟萃分析,以确定与 DR 相关的血液代谢物。最后,进行了反向 MR 分析和代谢途径分析。

结果

研究确定了 13 种与 All DR 相关的血液代谢物、9 种与 NPDR 相关的血液代谢物和 12 种与 PDR 相关的血液代谢物。总之,共确定了 21 种血液代谢物与 DR 具有潜在的因果关系。此外,我们还确定了 4 个与 DR 相关的代谢途径。

结论

本研究揭示了一些血液代谢物和代谢途径与 DR 存在因果关系,这对 DR 的筛查和预防具有重要意义。然而,需要在更大的队列和实验中验证这些因果关系。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/73d1/11094203/fd44e1a00854/fendo-15-1383035-g001.jpg

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